Concept

End-to-End Deel Learning in Speech Recognition

The traditional approach to speech recognition with several intermediate parts is exemplified as follows:

Audio:(input)>feature:extraction>phoneme:detection>word:composition>text:transcript:(output)Audio:\left(input\right)->feature:extraction->phoneme:detection->word:composition->text:transcript:\left(output\right)

The end-to-end approach replaces the intermediate chain into a single deep neural network, allowing the use of a single optimization criterion for enhancing the system:

Audio:(input)(Neural:Network)>text:transcript:(output)Audio:\left(input\right)-\left(Neural:Network\right)->text:transcript:\left(output\right)

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Updated 2021-04-18

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Data Science